ConformalPrediction.jlPredictive Uncertainty Quantification in Machine Learning
Delft University of Technology
July 7, 2023
Counterfactual Explanation (CE) explain how inputs into a model need to change for it to produce different outputs.
Provided the changes are realistic and actionable, they can be used for Algorithmic Recourse (AR) to help individuals who face adverse outcomes.
ConformalPredictions.jl: OverviewCounterfactualExplanations.jl)LaplaceRedux.jl)Methodologies and open-source tools that help researchers and practitioners assess the trustworthiness of predictive models.
JuliaCounterfactualExplanations.jl (JuliaCon 2022)ConformalPrediction.jl (JuliaCon 2023 — I hope!)LaplaceRedudx.jl (JuliaCon 2022)AlgorithmicRecourseDynamics.jl… contributions welcome! 😊